Performance

tigerbeetle/docs/internals/ARCHITECTURE.md at main · tigerbeetle/tigerbeetle

An in-depth technical overview of TigerBeetle, a specialized database designed for high-throughput financial transactions with strong consistency guarantees and durability. The system implements a single-threaded, deterministic architecture using static memory allocation and LSM trees, optimized for write-heavy workloads under extreme contention.

DuckDB goes distributed? DeepSeek’s smallpond takes on Big Data

DeepSeek has released smallpond, a distributed compute framework built on DuckDB, capable of processing 110.5TiB of data in 30 minutes. The framework leverages Ray Core for distribution and DeepSeek's 3FS storage system, offering a simpler alternative to traditional distributed systems while maintaining high performance. This development showcases DuckDB's growing adoption in AI workloads and demonstrates various approaches to scaling analytical databases.

GitHub - takara-ai/go-attention: A full attention mechanism and transformer in pure go.

Frontier Research Team at takara.ai introduces a pure Go implementation of attention mechanisms and transformer layers, featuring high performance and zero dependencies. The library offers efficient dot-product attention, multi-head attention support, and complete transformer layer implementation, making it ideal for edge computing and real-time processing.

A comprehensive technical guide explaining the internal mechanisms and subsystems of PostgreSQL database system, covering versions 17 and earlier. The document serves as an educational resource detailing process architecture, query processing, concurrency control, and other crucial database management aspects, authored by Hironobu SUZUKI.

Xcode constantly phones home

An investigation reveals how Xcode's unnecessary connections to Apple's servers can significantly slow down build times, particularly during the 'Gather provisioning inputs' phase. The post details how blocking specific connections through Little Snitch can improve build performance and reduce unwanted analytics collection by Xcode.

Sponsor @servo on GitHub Sponsors

Servo, a web browser rendering engine written in Rust, offers developers a lightweight, high-performance solution for embedding web technologies. Originally created by Mozilla Research in 2012 and now under Linux Foundation Europe, the project focuses on WebGL and WebGPU support for desktop, mobile, and embedded applications. The project advances web standards and platform development through its unique approach, distinct from Gecko and WebKit.

Zen 5's AVX-512 Frequency Behavior

AMD's Zen 5 processor introduces full-width AVX-512 datapaths with impressive performance at high clock speeds, demonstrating significant improvements over Intel's Skylake-X implementation. The architecture employs sophisticated IPC throttling and clock management techniques to handle heavy AVX-512 workloads, maintaining optimal performance while avoiding fixed frequency offsets.

3,200% CPU Utilization

An in-depth analysis of a critical Java performance issue where unprotected concurrent TreeMap modifications led to 3,200% CPU utilization. The investigation revealed how thread interleaving can create infinite loops in red-black trees, with experiments across multiple programming languages demonstrating similar vulnerabilities.

GitHub - deepseek-ai/3FS: A high-performance distributed file system designed to address the challenges of AI training and inference workloads.

Fire-Flyer File System (3FS) is a high-performance distributed storage solution optimized for AI workloads, featuring strong consistency and disaggregated architecture. The system achieves impressive throughput of 6.6 TiB/s in read operations across 180 storage nodes, while supporting diverse workloads from data preparation to inference caching.

Why We Designed TigerBeetle's Docs from Scratch | TigerBeetle Blog

TigerBeetle rebuilt their documentation site from scratch, moving away from Docusaurus to achieve better performance, simplicity, and integration with their zero-dependency philosophy. The new implementation uses Zig and Pandoc, resulting in a 10x reduction in footprint while maintaining functionality and adding features like integrated search and offline capabilities.

Xcode constantly phones home

The article discusses performance issues with Xcode builds caused by unnecessary connections to Apple's servers during the 'Gather provisioning inputs' phase. The author discovers that blocking certain Apple domains through Little Snitch significantly improves build times while exploring Xcode's seemingly unnecessary tracking and analytics connections.

The Best Way to Use Text Embeddings Portably is With Parquet and Polars

A deep dive into efficient storage and retrieval of text embeddings using Parquet files and polars library, demonstrated through Magic: The Gathering card analysis. The article explores alternatives to vector databases for smaller datasets, highlighting how combining Parquet files with polars offers zero-copy operations and fast similarity searches.

Sparse Voxels Rasterization: Real-time High-fidelity Radiance Field Rendering

A novel approach for rendering radiance fields using adaptive sparse voxels and rasterization, achieving high-fidelity results at over 100 FPS without neural networks. The method introduces efficient voxel allocation across different detail levels and implements a custom rasterizer using ray direction-dependent Morton ordering, eliminating common rendering artifacts.